paper_note/lynx/end_to_end_mem.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 298,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams[\"font.family\"] = \"Times New Roman\"\n",
    "plt.rcParams[\"font.size\"] = 16\n",
    "\n",
    "g_label_fontsize = 16\n",
    "\n",
    "colors = [\n",
    "    \"#5D7599\",\n",
    "    \"#233142\",\n",
    "    \"#F95959\",\n",
    "]\n",
    "\n",
    "edgecolors = [\n",
    "    \"#FFFFFF\",\n",
    "    \"#FFFFFF\",\n",
    "    \"#FFFFFF\",\n",
    "]\n",
    "\n",
    "hatches = [\"\\\\\\\\\", \"\", \"\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 299,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2100x840 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(\n",
    "    figsize=(7, 14 / 5), ncols=1, nrows=1, constrained_layout=True, dpi=300\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels_name_a = [\n",
    "    \"(A,8,-,-)\",\n",
    "    \"(A,-,8,-)\",\n",
    "    \"(B,-,8,-)\",\n",
    "    \"(A,2,4,-)\",\n",
    "    \"(A,2,8,-)\",\n",
    "    \"(A,4,2,-)\",\n",
    "    \"(B,4,2,-)\",\n",
    "    \"(C,1,8,8)\",\n",
    "    \"(C,2,8,8)\",\n",
    "    \"(D,1,8,8)\",\n",
    "    \"(D,2,8,8)\",\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "metadata": {},
   "outputs": [],
   "source": [
    "# peak memory\n",
    "data_a = {\n",
    "    labels_name_a[0]: [79, 40.95, 50.12],  # modela 8DP\n",
    "    labels_name_a[1]: [47, 44.24, 41.74],  # modela 8TP\n",
    "    labels_name_a[2]: [65.66, 59.47, 69.75],  # modelb 8TP\n",
    "    labels_name_a[3]: [50, 40.94, 54.22],  # modela 2DP 4TP\n",
    "    labels_name_a[4]: [76, 64.92, 71.72],  # modela 2DP 8TP\n",
    "    labels_name_a[5]: [60, 40.97, 55.75],  # modela 4DP 2TP\n",
    "    labels_name_a[6]: [-1, 59.32, 64.60],  # modelb 4DP 2TP\n",
    "    labels_name_a[7]: [70, 1, 1],  # modelc 1DP 8TP 8EP\n",
    "    labels_name_a[8]: [70, 1, 1],  # modelc 2DP 8TP 8EP\n",
    "    labels_name_a[9]: [80, 1, 1],  # modeld 1DP 8TP 8EP\n",
    "    labels_name_a[10]: [80, 1, 1],  # modeld 2DP 8TP 8EP\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"Megatron-LM\", \"XLA\", \"DLRover-Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "metadata": {},
   "outputs": [],
   "source": [
    "bar_width = 0.2\n",
    "group_spaing = 0.15\n",
    "\n",
    "group_positions = {}\n",
    "current_pos = 0\n",
    "\n",
    "x_label_cnt = len(data_a.keys())\n",
    "x_label_group_cnt = 3\n",
    "\n",
    "for idx in range(x_label_cnt):\n",
    "    group_positions[idx] = []\n",
    "    for _ in range(x_label_group_cnt):\n",
    "        group_positions[idx].append(current_pos)\n",
    "        current_pos += bar_width\n",
    "    current_pos += group_spaing\n",
    "\n",
    "group_centers = {}\n",
    "for idx, positions in group_positions.items():\n",
    "    group_centers[idx] = sum(positions) / len(positions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 304,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(13.333333333333346, 0.5, 'Peak Memory (GB)')"
      ]
     },
     "execution_count": 304,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label_set = set()\n",
    "for idx, (x_label, y_data) in enumerate(data_a.items()):\n",
    "    positions = group_positions[idx]\n",
    "    for i, (pos, value, color, edgecolor, hatch, label) in enumerate(\n",
    "        zip(\n",
    "            positions,\n",
    "            y_data,\n",
    "            colors,\n",
    "            edgecolors,\n",
    "            hatches,\n",
    "            legend_labels,\n",
    "        )\n",
    "    ):\n",
    "        if label in label_set:\n",
    "            local_label = None\n",
    "        else:\n",
    "            local_label = label\n",
    "            label_set.add(local_label)\n",
    "        if value == -1:\n",
    "            ax.text(\n",
    "                pos,\n",
    "                1,\n",
    "                \"$\\\\times$OOM\",\n",
    "                rotation=90,\n",
    "                ha=\"center\",\n",
    "                va=\"bottom\",\n",
    "                color=\"red\",\n",
    "            )\n",
    "        ax.bar(\n",
    "            pos,\n",
    "            value,\n",
    "            width=bar_width,\n",
    "            color=color,\n",
    "            label=local_label,\n",
    "            hatch=hatch,\n",
    "            edgecolor=edgecolor,\n",
    "        )\n",
    "\n",
    "ax.set_xticks(list(group_centers.values()))\n",
    "ax.set_xticklabels(list(data_a.keys()))\n",
    "\n",
    "ax.set_ylim(0, 85)\n",
    "ax.set_yticks([0, 40, 80])\n",
    "ax.set_yticklabels([\"0\", \"40\", \"80\"], rotation=90, ha=\"center\", va=\"center\")\n",
    "\n",
    "ax.tick_params(\n",
    "    axis=\"x\", bottom=False, labelsize=g_label_fontsize - 2, pad=1, rotation=-20\n",
    ")\n",
    "ax.tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
    "\n",
    "ax.set_ylabel(\"Peak Memory (GB)\", fontsize=g_label_fontsize)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 305,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fc60f36dbb0>"
      ]
     },
     "execution_count": 305,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.legend(\n",
    "    ncol=3,\n",
    "    loc=\"upper center\",\n",
    "    frameon=False,\n",
    "    shadow=False,\n",
    "    bbox_to_anchor=(0.5, 1.14),\n",
    "    fontsize=g_label_fontsize - 2,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2100x840 with 1 Axes>"
      ]
     },
     "execution_count": 306,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.savefig(\"end_to_end_mem.pdf\", bbox_inches=\"tight\", dpi=1000)\n",
    "fig"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}